Health Information Technology Commons^™

Forecasting Influenza Rates Using Machine Learning: A Study Of Chatgpt's Predictive Accuracy, Sara Saleh

University Honors Theses

This study evaluates ChatGPT's ability to forecast influenza rates, such as the number of flu cases, hospitalizations, and death during peak season periods using CDC data, and comparing forecasts against actual results to calculate statistical accuracy and consistency. Influenza forecasting is essential for public health planning, but traditional methods may not always provide timely or accurate predictions. In this research study, ChatGPT was utilized to predict the influenza rates for the following week based on the previous week's data obtained from the FluView surveillance system. The predicted rates were compared to the actual influenza rates to assess the model's overall …

Development Of Recommendations For The Future Of Telehealth Use Among Sexual And Gender Minorities (Sgm), Jeffrey A. Wilhite

Dissertations and Theses

It is now well-documented that sexual and gender minoritized individuals (SGMs) face consistent stigmatization from not just the health care system, but also from overarching community, federal, and societal entities. Subsections of the SGM community, like gay men for example, face higher rates of eating disorders, certain cancers, alcoholism, mental illness and even obesity, when compared to heterosexual counterparts. Many of these challenges could be exacerbated by current political administration efforts to silence the community. Ensuring access to clinical care is one way of preserving the health and livelihood of the community. Telehealth, or synchronous, remote based clinical care, can …

Co-Designing A Digital Nutrition Intervention For Individuals With Severe Mental Illness Using The Behaviour Change Wheel, Ciara O'Sullivan, Tara Coppinger, Indika Dhanapala, Alison Merrotsy

Publications

Title: Co-Designing a Digital Nutrition Intervention for Individuals with Severe Mental Illness Using the Behaviour Change Wheel

Purpose: This study aims to develop a digital nutrition intervention for individuals with severe mental illness (SMI) residing in high-support mental health hostels, using a theoretically informed co-design approach.

Design/methodology/approach: This study will employ a participatory, mixed-methods approach, incorporating Public and Patient Involvement (PPI) to ensure user-centred intervention design. The Behaviour Change Wheel (BCW) guides the selection of intervention functions, Behaviour Change Techniques (BCTs) and delivery methods. The study will consist of three phases: (1) Preparation, (2) Co-Design, and (3) Finalisation.

Findings: Data …

Modifying Electronic Medical Record Workflows To Improve Protein Provision To Enterally Fed Icu Patients, Catherine Karlak

2025 Swedish FISH (Fostering Interdisciplinary Solutions in Healthcare) Conference

No abstract provided.

Improving Health Information Systems For Universal Health Coverage In The Philippines, Catherine Agas Chung, Jenilyn Ann Vergara Dabu, Fiona Rose Andres Norada, Arianna Maever Loreche, Veincent Christian Pepito, Manuel M. Dayrit

Ateneo School of Medicine and Public Health Publications

Health information systems are a key building block of a well-functioning health system and are a vital component in the implementation of universal health coverage. The Philippines's current transition toward universal health coverage had attendant health information system reforms, such as the establishment of the country's National Health Data Repository and the Health Sector Enterprise Architecture. However, many issues remain in this transition, such as insufficient investments in health information systems, poor reliability of health information systems, technical support delays, data quality issues, and cybersecurity issues. We recommend making health data portable throughout the health system while adhering to data …

Insights On Human Papillomavirus Among Medical Students And Professionals, Fathima Thansiha, Amogha Shree, Rashmi S

Digital Journal of Clinical Medicine

Background: As per World Health Organization, in 2022, 660000 women were diagnosed with cervical cancer worldwide and 350000 women died from the disease. Sexual behaviour is the major risk factor and exposure to Human Papillomavirus has been established as a causative agent in 70-80% of the cases for development of cervical cancer. Most infections with HPV resolve spontaneously and cause no symptoms, persistent infection can cause cervical cancer in women. Effective primary (HPV vaccination) and secondary prevention approaches (screening and treating precancerous lesions) will prevent most cervical cancer cases. Thus, study was conducted with the objective of assessing the knowledge …

June 2025, Swosu Rural Health Center

RURAL ROCKS

• PBM Reform Takes Off in 2025
• Tirzepatide as Compared with Semaglutide for the Treatment of Obesity | New England Journal of Medicine
• Know the ABCs of Diabetic Skin Care
• Updated Recommendations for Pneumococcal Vaccination

June 2025, Swosu Bulldog Wellness Committee

SWOSU BULLDOG WELLNESS

June 2025 Newsletter brought to you by the Bulldog Wellness Committee

You can do it! It's easy to eat more fruit and vegetables with this Fruit and Vegetable Guide. It offers practical tips that don’t require big changes to the way you or your family eats. The American Heart Association has a handy guide for ideas and recipes.

Awareness, Knowledge, And Motivations About Lifespan, Healthspan, And Healthy Longevity Medicine In The General Population: The Healthy Longevity (Helo) Conceptual Framework, Belinda Wang, Anna Szucs, Elena Sandalova, E. J. Horberg, Paul A. O'Keefe, Louis Island, Hans J. Meij, Sonny Rosenthal, Andrea B. Maier

Research Collection College of Integrative Studies

The global population is ageing and the gap between lifespan (total years lived) and healthspan (years lived free of diseases) is increasing. Healthy Longevity Medicine (HLM) is an approach to optimise health and healthspan, and it has substantial public health implications. Despite those implications, the understanding of public perspectives on this field is lacking. The HEalthy LOngevity (HELO) framework was developed through a literature review guided by expert discussions across disciplines to include evidence-based concepts of health-related decision-making, ageing, and HLM. The framework organises concepts into three components. The first two components, awareness and knowledge, explore public perception and understanding …

Implementing A Pre-Matriculation Program Targeting Self-Efficacy, Institutional Belongingness, And Metacognition, Steve Caloudas, Nital Appelbaum, Jesus Vallejo, Nadia Ismail, Andrea Stolar

Faculty and Staff Publications

Students come to medical school with diverse backgrounds and experiences. Accordingly, many schools have developed pre-matriculation programs to support students' transition into medical education, especially for those whose educational path may not have offered the same breath of opportunities as their incoming counterparts. Baylor College of Medicine established a pre-matriculation program for students from early assurance programs and non-traditional pathways to address gaps in student support and normalize help-seeking behavior. This program took place over 2 weeks and was developed with leadership and student partners. Participants included 21 students who completed baseline and post-program surveys. Results indicated that a focus …

Deconstructing The Extended Focused Assessment With Sonography In Trauma (E-Fast) As A Roadmap For Longitudinal Integration Of Point Of Care Ultrasound Education Within Undergraduate Medical Education, Cherie Tator, Maria Maldonado, Nadia Ismail, Kiyetta H Alade, Alan Riley

Faculty and Staff Publications

Point-of-care ultrasound (POCUS) has been embraced by most medical specialties, yet undergraduate medical education still has difficulty incorporating POCUS skill development and assessment. While much of the existing literature focuses on specific POCUS and/or ultrasound topics, the feasibility as well as ensuring POCUS topics are relevant to all undergraduate medical education (UME) learners are often left unaddressed. The authors outline a novel, outcomes-driven, longitudinal POCUS curriculum designed around a "deconstructed" Extended Focused Assessment with Sonography in Trauma (E-FAST) exam, which facilitated purposeful integration of POCUS and medical imaging topics into organ system-based foundational courses. Curriculum development strategies specific to POCUS …

Implementing A Pre-Matriculation Program Targeting Self-Efficacy, Institutional Belongingness, And Metacognition, Steve Caloudas, Nital Appelbaum, Jesus Vallejo, Nadia Ismail, Andrea Stolar

Faculty and Staff Publications

Students come to medical school with diverse backgrounds and experiences. Accordingly, many schools have developed pre-matriculation programs to support students' transition into medical education, especially for those whose educational path may not have offered the same breath of opportunities as their incoming counterparts. Baylor College of Medicine established a pre-matriculation program for students from early assurance programs and non-traditional pathways to address gaps in student support and normalize help-seeking behavior. This program took place over 2 weeks and was developed with leadership and student partners. Participants included 21 students who completed baseline and post-program surveys. Results indicated that a focus …

Exploring Teacher Behaviors That Support Student Self-Regulated Learning In The Clinical Environment, Stephanie B Corliss, Emily K Vinas, Andrew D Bergemann, Jonathan A Macclements, Elizabeth A Nelson

Faculty and Staff Publications

Introduction: With rapidly evolving clinical practice and medical knowledge, future doctors must be independent lifelong learners. Self-regulated learning (SRL) represents a formalized approach to lifelong learning, involving cycles of planning, learning, assessment, and adjustment. Medical schools can create clinical environments where learners are instructed in SRL and encouraged to routinely practice using it. Clinical educators can provide guidance in SRL by co-regulating learning with students. The purpose of this study is to explore how clinical teachers co-regulate the learning process with students during clinical clerkships.

Methods: Data was analyzed from student evaluations of clinical teaching faculty and residents during clinical …

Determinants Of Teenage Pregnancy In Tanzania, Harun Yussuf Ayoub, Kemal Nazaruddin Siregar

Jurnal Biostatistik, Kependudukan, dan Informatika Kesehatan

Teenage pregnancies are among the leading public health problems in Tanzania. This was linked to limited education, socioeconomic disparities, cultural barriers, and inadequate access to healthcare centers. Thus, this study aims to explore the prevalence and predictors of teenage pregnancy among adolescent women using data from the 2022-2023 Tanzanian Demographic Health Survey (TDHS). The research design employed a cross-sectional approach and utilized TDHS data. The population for this study was female adolescents, while the sample was 7,545 adolescent women aged 15-24 years. Predictor variables were education level, socioeconomic status, place of residence, employment status, and lifestyle factors, including alcohol consumption …

Perceptions Of Benefits And Drawbacks In Maintaining Back Burner Relationships Online: A Report On Gendered Differences Among College Students, Narissra Maria Punyanunt-Carter, Jayson L. Dibble, Michelle Drouin, Christian Chambless, Ryan J. Martinez, Kayren Larrimore, Sumeyya Akdilek

Health Services and Informatics Research

This report investigates the perceptions of college students regarding the benefits and drawbacks of maintaining back burner relationships online, with a specific focus on gender-based differences. A mixed-methods study design was utilized. Participants included 762 undergraduate students (71% female, 71% Caucasian, 92% heterosexual) from communication courses at a Southwestern university. Participants completed a Qualtrics survey, and data were analyzed using content analysis with a focus on thematic coding. Inter-coder reliability was established at 98%. Results identified distinct gender differences in the benefits and drawbacks of back burner relationships. Females reported benefits such as emotional comfort and maintaining friendships, while males …

Electronic Medical Record Clinical Decision Support Across The Ob Continuum Of Care: Enhancing Doula Education And Usage, Jonese D. Randall

Doctor of Nursing Practice Final Manuscripts

Background: The United States is seeing an uptick in maternal deaths by 159% since 2019, with maternal mortality higher with cesarean procedures (Hoyert, 2020; Riches et al., 2024[LC1] ). UC San Diego Health NTSV C-Section rates between September 2024 – October 2024 ranged between 22-54%, well above the benchmark of 23.4% in California (Slone, n.d.). Doulas are trained to care for the mother before, during, and after birth by being an advocate, providing physical and emotional support, and being a continuous support person (Dekker, 2017). Doulas have been shown to improve birthing outcomes by providing these support mechanisms, particularly …

Utilizing A Clinical Resource Hub To Improve Access And Workflow For Retinopathy Screenings In The Veteran Population, Erin Kelly Pope

Doctor of Nursing Practice Final Manuscripts

Abstract

Utilizing a Clinical Resource Hub to Improve Access and Workflow for Retinal Screenings in the Veteran Population

Erin K. Pope, MSN, RN, AGCNS-BC, AMB-BC

Scot Nolan, DNP, RN, CNS, PHN, CCRN, CNRN, SCRN, FCNS

Background: Diabetic retinopathy (DR), a progressive complication of diabetes mellitus (DM), is the leading cause of blindness among working-age adults. As DR can remain asymptomatic until advanced stages, annual screenings are critical for early detection and management. Teleretinal imaging is an evidence-based method for DR screening, offering cost efficiency and reduced demand on ophthalmology clinics. At the Veterans Administration’s (VA) Loma Linda Healthcare System …

Implementation Of A Nurse Practitioner-Led Video Telehealth Program To Improve Triage For Pediatric Patients In An Ambulatory Intestinal Rehabilitation Center, Elizabeth Castle

Doctor of Nursing Practice Scholarly Projects

Background: Children with short bowel syndrome are medically complex, requiring specialized management and coordinated care to address acute triage issues between scheduled visits. Their risk for rapid decompensation and distance from specialty centers often necessitates telephone-based triage—a typically non-reimbursable method. At a leading Northeastern U.S. children’s hospital, the Intestinal Rehabilitation (IR) center manages high-risk telephone triage of these patients’ concerns using experienced nurse practitioners. The inability to directly visualize patients during telephone encounters, however, limits clinical assessment and decision-making, presenting challenges to efficient and safe care delivery. A systematic literature review indicated that telehealth can enhance parental confidence, improve clinician …

Icanfeel: A Digital Art Activity To Support Distress Detection In Adult Oncological Patients, Marie J. Deschamps

Expressive Therapies Dissertations

Considered the 6th vital sign, distress, a combination of hopelessness, anxiety, fear, and depression, can impact patients’ quality of life, treatment adherence, and mortality. While screening is required in oncological centers, distress remains under-detected. This study examined the use of Icanfeel, a novel digital art-based tool, to complement traditional psychometric assessments such as Edmonton Symptom Assessment System (ESAS), to support patients’ expressions of symptoms and distress detection. Hospitalized adult oncological patients (N = 22) engaged twice with Icanfeel and with an active control condition. At various time points during the protocol, patients self-reported symptom burden using ESAS, self-disclosure …

Enhancing Diabetes Management With Visual Tools: A Multimodal Approach For High-Risk Urban Populations, Mikyla R. Futz, Jesse Edwards, Md, Fhm

Health Equity and Quality Improvement (HEQI) Summit

Background & Objective

Patients from historically marginalized communities face disproportionate barriers to diabetes mellitus (DM) management due to limited health literacy, language discordance, and a lack of culturally responsive educational resources. These structural challenges contribute to poorer glycemic control, higher complication rates, and reduced adherence to recommended care. While visual communication tools have demonstrated efficacy in improving comprehension, self-efficacy, and disease outcomes in chronic illness, their integration into diabetes care remains limited and inconsistently implemented.

Visual interventions may be particularly impactful in populations with low health literacy or limited digital access, yet few have been embedded into routine outpatient workflows. …